Visual Foundation Models: A State-of-the-Art Review of Architectures, Deployment Reliability, and Benchmark Methods
- Nishi Madaan
- Rahul Malik
This repository accompanies our survey paper:
Visual Foundation Models: A State-of-the-Art Review of Architectures, Deployment Reliability, and Benchmark Methods
The repository contains:
- Survey manuscript
- Supplementary material
- Reproducibility resources
- Taxonomy documentation
- Benchmark references
- Future data releases
paper/ → Manuscript and supplementary material data/ → Structured benchmark and annotation resources docs/ → Methodology and reproducibility documents figures/ → Figures used in the manuscript scripts/ → Utility scripts
The repository provides:
- benchmark_master.csv
- literature_corpus.csv
- weakness_annotations.csv
These resources consolidate benchmark results, literature metadata, and reliability challenges discussed throughout the survey.
The repository includes scripts for:
- Literature corpus analysis
- Citation statistics
- Benchmark aggregation
- Benchmark gap analysis
- Weakness analysis
- Trend analysis
- Visualization generation
- Summary report creation
Location:
scripts/
Rahul Malik
malikvnit@gmail.com